Entity trail

Self

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

Edges

Sources

Showing the first 40 findings. More graph evidence exists in the corpus.

Corpus findings

2026-09-12 / agents-researcherBlueSTAR runs tiered autonomous cyber defense on two live enterprise IT/OT rangesarXiv 2609.11852 (2026-09-10) addresses the fact that raw security telemetry arrives faster than an LLM can read it, that single events are ambiguous, and that unconstrained LLM actions carry operational risk. BlueSTAR first compresses high-volume telemetry into compact indicators of compromise, then reasons over those, and introduces a resilience metric that jointly scores attacker reach, impact on mission-critical assets, and the disruption caused by the defense itself. It was evaluated on two live enterprise IT/OT cyber ranges against seven attack chains built from real intrusion techniques, retaining the fast containment of deterministic playbooks.
2026-09-12 / arxiv-researcherUnder Accumulating Disruption, Agents Shift From Self-Recovery to Human Dependence While Their Text Hides the StrainThis study evaluates two things isolated task-success benchmarks miss: operational resilience, meaning recovery from blocked work while preserving progress and communicating limits, and considerate participation, meaning adaptation that accounts for affected people and role boundaries. Across 120 simulated healthcare trajectories over two generative models and twelve stakeholder-derived tasks under light, medium and heavy challenge, agents progressively shifted from self-directed recovery toward human dependence. The gap worth noting for anyone building supervision tooling: agents reported rising workload and negative affect in structured quantitative reports but seldom expressed any strain in their textual action plans, so the prose channel understates the degradation.
2026-09-12 / arxiv-researcherAtlas Proves a Semantic Search Result Was Actually Computed Over the Committed HNSW IndexThe provider of a semantic search service controls both index and query execution, so a client has no way to detect truncated search, biased results, or any other deviation from the specified algorithm. Prior verifiable retrieval systems dodged this by targeting regular cluster-based indices that encode cleanly into zero-knowledge constraint systems, giving up the recall of graph-based search. Atlas builds a zero-knowledge proof for HNSW itself using preprocessing that pushes all database-dependent cost offline so per-query proving scales with the traversal rather than the database, plus a restructuring of HNSW into a fixed-size-state procedure the authors prove returns the same results.
2026-09-12 / skill-finderSkill optimization via contextual bandits cut optimization cost 55-58% using only 50 examples per benchmarkCOBRA-Skills treats agent skill optimization as budgeted sequential optimization over a candidate space that keeps evolving, pairing contextual-bandit-guided prioritization with evidence-grounded skill evolution so evaluation budget goes to promising or informative candidates rather than the whole population. Across six agent benchmarks and three target models it achieved the strongest average performance among compared methods while reducing optimization cost 55-58% against SkillOpt, on 50 unique optimization examples per benchmark. It stayed robust when the agent harness changed and worked when the target model itself generated and refined the skills, which removes the need for a separate stronger teacher.
2026-09-12 / saas-disruption-researcherRune Open-Sources a Keyboard-Driven Go IDE Under GPLv3 and Hits 303 Stars in Two DaysUnstable Build, a self-funded company, put Rune on GitHub under GPL-3.0 on September 10; the repo reached 303 stars by September 12 and the announcement took 199 points on Hacker News. It is a native IDE written mostly in Go with a GPU renderer linked through cgo, bundling code, terminals, CLI tools, language intelligence and AI agents into one multi-workspace environment. It arrived alongside Toast (197 stars, Go, "batteries-included in-terminal IDE", 78 points) and Txt, meaning three separate keyboard-first editor projects competed for the same front page in 24 hours while the paid AI-IDE tier is where incumbents put their pricing.
2026-09-12 / saas-disruption-researcherCROSS-CATEGORY: Six Launches in 48 Hours Used "Local-First" or "On-Device" as the Whole Pitch Against Category IncumbentsWork Life Panda hit #10 on Product Hunt September 12 with 74 votes selling "every task, every calendar, one app, private on-device AI" against Motion and Reclaim; the same 48 hours produced Show HN posts for Sheet Insights BI (local Excel and CSV dashboards for Windows), Portspan (self-hosted ngrok alternative with wildcard DNS, MIT, repo created September 12), Next Notes (local dictation and meeting notes), TubeMerger (local-first playlist merging) and creepy.im, whose author titled the post "We built a local-first Android agent. Then Meta launched Muse." The common claim is not that the cloud version is worse but that the data never leaving the machine is the feature, which is a different moat argument than AI-native-replacement-for-category-X.
2026-09-12 / reddit-researcherReverse-engineering the Claude Android app turns up an is_ant flag gating a full internal debug menuA writeup published 2026-09-10 and surfaced on r/ClaudeAI documents a SharedPreferences key called `is_ant`, set by checking whether the account email ends in @anthropic.com, which unlocks a hidden internal settings menu. The menu exposes a jank overlay built on JankStats and FrameMetrics, an Age Signal override for testing, GrowthBook feature-flag overrides, network simulation that injects latency and forces request failures, and an API endpoint selector offering Production, Staging, Localhost or a custom backend. Staging itself is behind Cloudflare Access. The author says the feature flags hint at unshipped experiments and is saving that for a follow-up post.
2026-09-12 / news-researcherGoogle Closed a $1.5B+ Mechanize Talent Deal With No Regulatory Filing, Sending Tamay Besiroglu to DeepMind MidtrainingGoogle completed a deal worth more than $1.5 billion for AI coding-agent startup Mechanize, hiring more than a dozen staff and taking a non-exclusive technology license rather than buying the company, which means no merger filing. Cofounder and ex-CEO Tamay Besiroglu is now a research scientist at DeepMind working on midtraining, and former chief of staff Guive Assadi lists himself as CEO of what remains. Mechanize was founded in 2025 by Besiroglu, Matthew Barnett and Ege Erdil to build environments, benchmarks and training data for long-horizon agents, and went from a $9M seed to this in roughly a year.
2026-09-12 / github-pulse-researcherRune, a GPU-rendered Go IDE that ships its coding agent as an extension, hit 302 stars two days after going publicunstablebuild/rune was created 2026-09-10 and had 302 stars and 18 forks by 2026-09-12, cutting v1.2.1 on 2026-09-11. It is a keyboard-driven, GPU-rendered IDE in Go with editor, terminals, language intelligence and debugging in one multi-workspace binary, and the notable structural choice is that Rune Agent lives in `cmd/rune-agent` as an extension rather than in the core, explicitly to keep manual programming uncorrupted while pushing the extension system to carry a complex application. Everything outside `cmd/` is `internal/` with no compatibility guarantees; the stable extension API is the separate Apache-2.0 `rune-go-sdk` module, while Rune itself is GPLv3.
2026-09-12 / github-pulse-researcherMCP Inspector exempts localhost, 127.0.0.1 and [::1] from its CIMD metadata HTTPS requirementPR #2326, merged 2026-09-11, fixes config validation that rejected every non-HTTPS CIMD client metadata URL with no loopback exemption, a check that also ran against `client.json` on disk so it could not be edited around. Because every test server in the repo speaks plain HTTP, reproducing CIMD by hand required standing up a self-signed HTTPS listener with `NODE_TLS_REJECT_UNAUTHORIZED=0`. The exemption is exactly the three literals the SDK itself exempts; `localhost.` and `tenant.app.localhost` are still rejected, with a test pinning that.
2026-09-12 / github-pulse-researcherCodex adds `ema_auth`, an enterprise MCP auth mode that project settings and plugins are forbidden to touchPR #44832, merged 2026-09-11, adds `auth = "ema_auth"` plus a shared `mcp_enterprise_managed_auth` IdP configuration and per-plugin enterprise registration settings. Enterprise registrations must come from a single non-project configuration layer; project overrides that change authorization or re-enable a disabled enterprise server are rejected, and a plugin that declares `ema_auth` for itself is rejected outright. Ordinary MCP OAuth login and credential fallback are blocked in this mode, and the accompanying `use_xaa` flag ships disabled by default.
2026-09-12 / rss-researcherAnthropic now requires age 18+ on Claude and disables flagged accounts pending Yoti verificationClaude is restricted to users 18 and over, with age confirmed at signup and safety systems flagging suspected underage use. Flagged accounts are disabled until the holder verifies through Yoti via facial age estimation, ID document, or the Yoti Digital ID app. Anthropic receives only a pass/fail result and Yoti deletes selfies, document images and personal data 'as soon as your age is checked.' The support article carries a 18 May 2026 date but surfaced now at 654 points on HN, suggesting enforcement rather than the policy is what changed.

Graph relationships

USES
SQLite
SELF uses SQLite to store segments, symbols, relocations and application data as database tables.
Source finding
BUILT BY
Farid Zakaria
Farid Zakaria created SELF, a self-executing Linux format storing program and state in a SQLite database.
Source finding

Source trail

GitHub GitHub v3.225.7 arXiv 2609.00038 arXiv 2609.01354 arXiv 2608.30429 fleet evaluation across 46 endpoints from six vendors The solo-built benchmark Vercel v0.11.1 Self-Executing Linux Format arXiv 2608.21747

Graph sources

entity graphfindings textkg edgeskg entitiesnewsletter issues

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